Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
465
datasets available to search
ShareScore release 0.7.1
Dataset results
465 results for “deprecated”
[DEPRECATED] MCR LTER: Coral Reef: Long-term Population Dynamics of Acanthaster planci, ongoing since 2005 (Reformatted to ecocomDP Design Pattern)
This ecocomDP formatted dataset is deprecated due to the fact that the focus of the original L0 dataset is population ecology, not community ecology. This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org. This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-mcr&identifier=1039&revision=9 The abstract below was extracted from the Level 0 data package and is included for context: These data describe the abundance of Acanthaster planci, Crown of Thorns Sea stars, surveyed as part of MCR LTER's annual reef fish monitoring program. This study began in 2005 and the dataset is updated annually. The abundances of A. planci observed on a five by fifty meter transect are recorded by a diver using SCUBA. Surveys are conducted between 0900 and 1600 hours (Moorea time) during late July or early August each year. Four replicate transects are surveyed in each of three habitats (forereef, backreef and fringing reef) at six locations, two on each of Moorea's three sides, on the forereef, six locations on the backreef (two on each of Moorea's three sides for a total of 72 individual transects. Transects are permanently marked using a series of small, stainless steel posts affixed to the reef. Transects on the forereef are located at a depth of approximately 12m, those on the backreef are located at a depth of approximately 1.5m and those on the fringing reef are located at a depth of approximately 10m. This monitoring program is consistent with the protocols adopted by the Global Coral Reef Monitoring Network and the Australian Institute of Marine Science for use with the Great Barrier Reef Long-term Monitoring Program. Thes
[DEPRECATED] Aboveground biomass at control and fertilized plots in a Spartina patens-dominated marsh, Rowley River, Plum Island Ecosystem LTER, MA. (Reformatted to ecocomDP Design Pattern)
This ecocomDP data package is about populations rather than communities, and has therefore been deprecated. This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org. This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-pie&identifier=33&revision=16 The abstract below was extracted from the Level 0 data package and is included for context:
[DEPRECATED] Vegetation Plots of the Bonanza Creek LTER Control Plots: Species Count (1975 - 2004) (Reformatted to ecocomDP Design Pattern)
This ecocomDP data package has been deprecated due to issues in the L0 source dataset that prohibits the creation of an L1 ecocomDP dataset. This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org. This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-bnz&identifier=175&revision=20 The abstract below was extracted from the Level 0 data package and is included for context: These data are the vegetation datasets for 27 LTER sites in Bonanza Creek Experimental Forest. The 27 sites are divided into three replicates for six primary successional stages on the floodplains (3 replicates X 6 successional stages = 18 sites) and three replicates for three secondary successional stages in the uplands (3 replicates X 3 successional stages = 9 sites). Data include: 1) Visual estimates of percent cover, 2) Stem counts (the number of individuals/species), and 3) Heights (cm) for "tall shrub species" in twenty 4 m2 plots. Shrubs are considered "Tall shrubs" if they are Salix sp., Alnus sp., Rosa acicularis, Viburnum edule, Betula nana, Betula glandulosa, or Rubus idaeus. Initial colonziations plots (FP0s, SL1s, HR1A) were remeasured every year. Early successional plots were remeasured every 2-4 years. Later succesional plots were remeasured approximately every five years. For a detail schedule of plot measurements please see the file: Vegetation Monitoring Schedule.xls Although most sites were established in 1988 some sites have vegetation plots that have been sampled periodically since 1965. In 2006 shrub data collection was changed to a transect method of sampling. These data can be found in the file: <a href="http://www.lte
Copernicus Global Land Service: Land Cover 100m: epoch 2018: Africa demo (deprecated)
<p><strong><em>This demo dataset over Africa is deprecated. Please see <a href="https://doi.org/10.5281/zenodo.3518037">this global dataset</a> instead.</em></strong></p> <p>Demonstration land cover maps over Africa at 100m resolution for epoch year 2018, from the global component of the Copernicus Land Service and derived from PROBA-V satellite observations.</p> <p>The maps include the main discrete classification (23 classes aligned with UN-FAO's LCCS), a set of cover fractions (%) for the 10 main classes and additional quality layers (e.g. density of input data).</p> <p>For the near-real time (nrt) epoch 2018, the classifier and regression models of base year 2015 are used, and the time window of the classified metrics covers one full year prior (2017) and three months pastor (Jan-March 2019) data. The nrt map can then be supplied in the fourth month after the most recent completed calendar year, and is updated (consolidated) afterwards by using a full year of paster data (when epoch 2019-nrt is produced, epoch 2018 is consolidated).</p> <p>The layers with the probability of the discrete classification and the standard deviation of the cover fractions are only provided for the base year (epoch 2015). The Change Consistency Layer that checks consistency between classifier and break detection, is only available for this near-real time epoch</p> <p> </p> <p><a href="https://africa.lcviewer.vito.be/2018">View the maps and area statistics</a></p> <p><a href="https://land.copernicus.eu/global/documents/lcc100/all/pum">Product User Manual</a></p> <p><a href="https://land.copernicus.eu/global/products/lc">More land cover change product information and documentation</a></p>
Copernicus Global Land Service: Land Cover 100m: epoch 2017: Africa demo (deprecated)
<p><strong><em>This demo dataset over Africa is deprecated. Please see <a href="https://doi.org/10.5281/zenodo.3518035">this global dataset</a> instead.</em></strong></p> <p>emonstration land cover maps over Africa at 100m resolution for epoch year 2017, from the global component of the Copernicus Land Service and derived from PROBA-V satellite observations.</p> <p>The maps include the main discrete classification (23 classes aligned with UN-FAO's LCCS), a set of cover fractions (%) for the 10 main classes and additional quality layers (e.g. density of input data).</p> <p>For the consolidated epoch 2017, the classifier and regression models of base year 2015 are used, and the time window of the classified metrics covers one full year prior (2016) and pastor (2018) data. The layers with the probability of the discrete classification and the standard deviation of the cover fractions are only provided for the base year (epoch 2015). The Change Consistency Layer that checks consistency between classifier and break detection, is only available for the most recent (near-real time) year (epoch 2018).</p> <p> </p> <p><a href="https://africa.lcviewer.vito.be/2017">View the maps and area statistics</a></p> <p><a href="https://land.copernicus.eu/global/documents/lcc100/all/pum">Product User Manual</a></p> <p><a href="https://land.copernicus.eu/global/products/lc">More land cover change product information and documentation</a></p> <p> </p>
Copernicus Global Land Service: Land Cover 100m: epoch 2015: Africa demo (deprecated)
<p><strong><em>This demo dataset over Africa is deprecated. Please see <a href="https://doi.org/10.5281/zenodo.3243508">this global dataset</a> instead.</em></strong></p> <p>Demonstration land cover maps over Africa at 100m resolution for epoch year 2015, from the global component of the Copernicus Land Service and derived from PROBA-V satellite observations.</p> <p>The maps include the main discrete classification (23 classes aligned with UN-FAO's LCCS), a set of cover fractions (%) for the 10 main classes and additional quality layers (e.g. density of input data).</p> <p>As a base year, the classification and regression models for 2015 are saved for re-use in subsequent consolidated (with full year prior and pastor observations) and near-real time years (with full year prior and 3 months pastor data). The layers with the probability of the discrete classification and the standard deviation of the cover fractions are only provided for this base epoch. The Change Consistency Layer that checks consistency between classifier and break detection, is only available for the most recent (near-real time) epoch (2018).</p> <p> </p> <p><a href="https://africa.lcviewer.vito.be/2015">View the maps and area statistics</a></p> <p><a href="https://land.copernicus.eu/global/documents/lcc100/all/pum">Product User Manual</a></p> <p><a href="https://land.copernicus.eu/global/products/lc">More land cover change product information and documentation</a></p> <p> </p>
[[Deprecated]] DIGITAL SOIL TEXTURE MAPS OF ARGENTINA
<p>A new version has been uploaded by Guillermo Schulz.</p>
[DEPRECATED] Seed Bank in Hemlock Removal Experiment at Harvard Forest 2004-2015 (Reformatted to ecocomDP Design Pattern)
This L1 ecocomDP dataset is deprecated. It is deprecated because the format of the L0 dataset does not mesh well with the ecocomDP model. This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org. This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-hfr&identifier=105&revision=22 The abstract below was extracted from the Level 0 data package and is included for context:
[DEPRECATED] CFC01 Kings Creek long-term fish and crayfish community sampling at Konza Prairie (Reformatted to ecocomDP Design Pattern)
This data package has been deprecated due to several issues in the L0 source dataset that prohibits the creation of an L1 ecocomDP dataset. This data package is formatted according to the "ecocomDP", a data package design pattern for ecological community surveys, and data from studies of composition and biodiversity. For more information on the ecocomDP project see https://github.com/EDIorg/ecocomDP/tree/master, or contact EDI https://environmentaldatainitiative.org. This Level 1 data package was derived from the Level 0 data package found here: https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-knz&identifier=130&revision=4 The abstract below was extracted from the Level 0 data package and is included for context:
Soil volumetric water content calculated from neutron hydroprobe data at 15 NPP study sites at the Jornada Basin LTER, 1989-2011 (Deprecated)
This data package contains soil water content data calculated from monthly neutron hydroprobe count measurements made at 15 net primary production (NPP) study locations on Jornada Experimental Range (JER) and Chihuahuan Desert Rangeland Research Center (CDRRC) lands. Once a month, neutron probe measurements are made at 10 depths (where possible) at each of 10 access tubes at each of the 15 NPP sites using a neutron probe (CPN Model 503DR Hydroprobe). The raw dataset, also on EDI (knb-lter-jrn.210013001), consists of the count of thermalized neutrons at 30 cm depth intervals to a maximum depth of 300 cm. In this data package, the raw neutron counts have been converted to volumetric water content (VWC) to a maximum depth of 270 cm using calibration equations (deepest probe depths are excluded from VWC calculations). The NPP sites these measurements are made at represent the 5 dominant vegetation types of the Jornada Basin, which consist of 3 shrub (creosotebush, mesquite dune, and tarbush) and 2 grass (upland grassland and playa) types. Three NPP sites are located in each of the types. This data collection is ongoing with new data collected monthly. NOTE: This data package is deprecated and will not be updated in the future. These VWC values were calculated using a now-outdated calibration method. Values of VWC calculated with the improved and fully documented calibration method are available in another EDI data package (knb-lter-jrn.210013003).
DEPRECATED - replaced by https://zenodo.org/record/161719
<p> </p> <p>DEPRECATED - data linkages incorrect. Please see:</p> <p><br> https://zenodo.org/record/161719</p>
DEPRECATED - replaced by https://zenodo.org/record/161719
<p>DEPRECATED - data linkages incorrect. Please see:<br> <br> https://zenodo.org/record/161719</p>
API Deprecation: A Systematic Mapping Study
<p>Dataset for our systematic mapping study on API Deprecation:</p> <p>L. Bonorden and M. Riebisch, "API Deprecation: A Systematic Mapping Study," in <em>48th Euromicro Conference on Software Engineering and Advanced Applications (SEAA 2022)</em>, Maspalomas, Spain, 2022.</p> <p> </p> <p>We provide the decisive criteria for excluded studies and the complete classification for included studies.</p> <p>Furthermore, we provide a list of related works—i.e., references and citations identified through snowballing on the included studies. The IDs in the data set relate to entries in the Semantic Scholar Academic Graph, which may be accessed via <em>semanticscholar.org/paper/{ID}</em>.</p> <p><em>(The list of related works has been added in version 2 of this data set.)</em></p>
Deprecated Dataset for "Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior"
<p>This dataset is deprecated. <strong>The updated version of this Dataset is here:</strong> <a href="https://zenodo.org/record/3678559#.Xl9-Ji97FhE">https://zenodo.org/record/3678559#.Xl9-Ji97FhE</a></p> <p>Dataset for the publication "Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior". Antigoni-Maria Founta, Constantinos Djouvas, Despoina Chatzakou, Ilias Leontiadis, Jeremy Blackburn, Gianluca Stringhini, Athena Vakali, Michael Sirivianos and Nicolas Kourtellis. International AAAI Conference on Web and Social Media (ICWSM), 2018.</p> <p>The dataset provided here includes an updated version of the original dataset, with ~100k tweets annotated using the CrowdFlower platform:</p> <ul> <li>hatespeech_labels.csv: contains ~100k rows, where every row consists of a unique Tweet ID and its associated majority annotation</li> </ul> <p><em>UPDATE</em>: It has come to our understanding that a number of the tweets are not available anymore for download on Twitter. Therefore, <strong>upon request</strong>, we can provide one more file with the full ~100k tweet text and their associated majority labels. The tweets are shuffled so that there is no connection between tweet IDs and texts (in order to be aligned with the T&C of Twitter).</p> <p>To obtain the file contact a.m.founta at gmail dot com <strong>AND </strong>antonis26papa at gmail dot com.</p> <p><em>Please cite the paper in any published work that uses any of these resources.</em></p> <blockquote> <p>@inproceedings{founta2018large,<br> title={Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior},<br> author={Founta, Antigoni-Maria and Djouvas, Constantinos and Chatzakou, Despoina and Leontiadis, Ilias and Blackburn, Jeremy and Stringhini, Gianluca and Vakali, Athena and Sirivianos, Michael and Kourtellis, Nicolas},<br> booktitle={11th International Conference on Web and Social Media, ICWSM 2018},<br> year={2018},<br> organization={AAAI Press}<br> }</p> </blockquote> <p>For any further questions contact a.m.founta at gmail dot com.</p> <p> </p> <p>Publication DOI: <a href="https://doi.org/10.5281/zenodo.1443348">https://doi.org/10.5281/zenodo.1443348</a></p> <p>Github: <a href="https://github.com/ENCASEH2020/hatespeech-twitter">https://github.com/ENCASEH2020/hatespeech-twitter</a></p>
Deprecated - VAMDC extraction with query token = vald:1e937aca-42f7-403c-8ea3-5a97df96f628:get
<p>Deprecated because the file upload was corrupted</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://vald.astro.uu.se/atoms-12.07/tap/ by doing these queries: (query=select * where ( atomsymbol = 'h' ); ) . The corresponding dataset is versioned on 2018-04-04 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=1ce2c1b9-f4dd-493c-ae3a-a36a9a32cde9. Bibliographic references are: N.N. (2018). {Murphy}, P.~W. (1968). {Transition Probabilities in the Spectra of Ne I, Ar I, and Kr I}. Journal of the Optical Society of America (1917-1983). {Redfors}, A. (1991). {Oscillator strengths for Y III and Zr III in the IUE region}. aap.</p>
Deprecated - VAMDC extraction with query token = vald:bff5bd96-aefe-46b2-85ed-f18fd6f90161:get
<p>Deprecated because the file upload was corrupted.</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://vald.astro.uu.se/atoms-12.07/tap/ by doing these queries: (query=select * where ( IonCharge = '1' ) ) . The corresponding dataset is versioned on 2018-04-04 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=6609d3b9-0ecd-4cda-9693-8aed0f044d7c. Bibliographic references are: N.N. (2018). {Bridges}, J.~M. (1973). {Arc measurements of Fe II oscillator strengths}. {Ekberg}, J.~O. (1997). {Extended analysis of doubly ionized chromium, Cr III}. physscr. 10.1088/0031-8949/56/2/003 {Kurucz}, R.~L. (1975). None. {Murphy}, P.~W. (1968). {Transition Probabilities in the Spectra of Ne I, Ar I, and Kr I}. Journal of the Optical Society of America (1917-1983). {Redfors}, A. (1991). {Oscillator strengths for Y III and Zr III in the IUE region}. aap. {Smith}, G. (1988). {Oscillator strengths for neutral calcium lines of 2.9 eV excitation}. Journal of Physics B Atomic Molecular Physics. 10.1088/0953-4075/21/16/008 {Theodosiou}, C.~E. (1989). Accurate calculation of the 4p lifetimes of Ca^{ + }. Physical Review A. 10.1103/PhysRevA.39.4880</p>
Deprecated - VAMDC extraction with query token = topbase:9eff7c45-0683-4c41-a74c-15c1685464f8:head
<p>Deprecated because the file upload was corrupted.</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://topbase.obspm.fr/12.07/vamdc/tap/ by doing these queries: (query=select * where ( atomsymbol = 'li' ); ) . The corresponding dataset is versioned on 2017-01-30 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=5ab8c38a-bdad-4c38-be72-40cbcf015797. Bibliographic references are: N.N. (2018). Peach, G. and Saraph, H. E. and Seaton, M. J. (1988). Atomic data for opacity calculations. IX. The lithium isoelectronic sequence. Journal of Physics B Atomic Molecular Physics. Fernley, J. A. and Seaton, M. J. and Taylor, K. T. (1987). Atomic data for opacity calculations. VII - Energy levels, f values and photoionisation cross sections for He-like ions. Journal of Physics B Atomic Molecular Physics. Seaton, M. J. (1995). . unpublished.</p>
Deprecated - VAMDC extraction with query token = topbase:f5ca4588-1814-427c-b417-040f7fe09029:get
<p>Deprecated because the file upload was corrupted.</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://topbase.obspm.fr/12.07/vamdc/tap/ by doing these queries: (query=select * where ( IonCharge = '1' ) ) . The corresponding dataset is versioned on 2017-01-30 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=b540b211-ea04-4092-8375-d55fd068f8c7. Bibliographic references are: N.N. (2018). Fernley, J. A. and Hibbert, A. and Kingston, A. E. and Seaton, M. J. (1999). Atomic data for opacity calculations: XXIV. The boron-like sequence. Journal of Physics B Atomic Molecular Physics. Mendoza, C. and Eissner, W. and LeDourneuf, M. and Zeippen, C. J. (1995). Atomic data for opacity calculations. XXIII. The aluminium isoelectronic sequence. Journal of Physics B Atomic Molecular Physics. Hibbert, A. and Scott, M. P. (1994). Atomic data for opacity calculations. XXI. The neon sequence. Journal of Physics B Atomic Molecular Physics. Butler, K. and Mendoza, C. and Zeippen, C. J. (1993). Atomic data for opacity calculations. XIX. The magnesium isoelectronic sequence. Journal of Physics B Atomic Molecular Physics. Tully, John A. and Seaton, Michael J. and Berrington, Keith A. (1990). Atomic data for opacity calculations. XIV - The beryllium sequence. Journal of Physics B Atomic Molecular Physics. Luo, D. and Pradhan, A. K. (1989). Atomic data for opacity calculations. XI - The carbon isoelectronic sequence. Journal of Physics B Atomic Molecular Physics. Luo, D. and Pradhan, A. K. and Saraph, H. E. and Storey, P. J. and Yu, Yan (1989). Atomic data for opacity calculations. X - Oscillator strengths and photoionisation cross sections for O III. Journal of Physics B Atomic Molecular Physics. Peach, G. and Saraph, H. E. and Seaton, M. J. (1988). Atomic data for opacity calculations. IX. The lithium isoelectronic sequence. Journal of Physics B Atomic Molecular Physics. Fernley, J. A. and Seaton, M. J. and Taylor, K. T. (1987). Atomic data for opacity calculations. VII - Energy levels, f values and photoionisation cross sections for He-like ions. Journal of Physics B Atomic Molecular Physics. Seaton, M. J. (1995). . unpublished. Burke, V. M. and Lennon, D. J. (1995). . unpublished. Butler, K. and Zeippen, C.J. (1995). . unpublished. Butler, K. and Zeippen, C.J. (1995). . unpublished. Taylor, K.T. (1995). . unpublished. Butler, K. and Mendoza, C. and Zeippen, C.J. (1995). . unpublished. Storey, P. J. and Taylor, K. T. (1995). . unpublished. Saraph, H. E. and Storey, P. J. (1995). . unpublished.</p>
Deprecated - VAMDC extraction with query token = vald:8402ed6f-b887-4dfb-a5a5-c02c4e3c0ca0:get
<p>Deprecated because the file upload was corrupted.</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://vald.astro.uu.se/atoms-12.07/tap/ by doing these queries: (query=select * where ( atomsymbol = 'he' and radtranswavelength < 600 and radtranswavelength > 500 ); ) . The corresponding dataset is versioned on 2018-04-04 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=955c9268-d40a-4427-9bea-7b715f978769. Bibliographic references are: N.N. (2018). {Kurucz}, R.~L. (1975). None. {Smith}, G. (1988). {Oscillator strengths for neutral calcium lines of 2.9 eV excitation}. Journal of Physics B Atomic Molecular Physics. 10.1088/0953-4075/21/16/008</p>
Deprecated - VAMDC extraction with query token = starkb:64abe979-6ff1-47ef-bb80-fca200635ae8:head
<p>Deprecated because the file upload was corrupted.</p> <p>This dataset comes from the VAMDC(Virtual Atomic and Molecular Data Center) node named http://stark-b.obspm.fr/12.07/vamdc/tap/ by doing these queries: (query=select * where ( atomsymbol = 'mg' and ioncharge = 0 and radtranswavelength <= 5200 and radtranswavelength >= 5100 ); ) . The corresponding dataset is versioned on 2017-06-23 with the XSAMS 12.07 format. This data is associated with a unique identifier uuid=60ccb3ad-4411-43d1-badd-5e09ee659f39. Bibliographic references are: N.N. (2018). Dimitrijević M.S. and Sahal-Bréchot S. (1994). Stark broadening parameters tables for Mg I lines of interest for Solar and Stellar spectra research. I. Bull. Astron. Belgrade. Dimitrijević M.S. and Sahal-Bréchot S. (1994). Stark broadening parameters tables for Mg I lines of interest for Solar and Stellar spectra research. II. Bull. Astron. Belgrade. Dimitrijević M.S. and Sahal-Bréchot S. (1996). Stark broadening of Mg I solar lines. A&AS. Dimitrijević M.S. and Sahal-Bréchot S. (1998). Electron-impact broadening of Mg II spectral lines for astrophysical and laboratory plasma research. Phys.Scr.. Dimitrijević M. S. and Sahal-Bréchot S. (1994). Stark Broadening Parameter Tables for MG I Lines of Interest for Solar and Stellar Spectra Research. I. Bull. Obs. Astron. Belgrade.</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.